{ "metadata": { "gist_id": "ad31f37abcb12e003aec", "name": "", "signature": "sha256:45f43a28101c2e81d667790491f961644ac3034454fdfddb4c9d4caa0211e358" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Try using Xray to convert CSV to netcdf" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import xray\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "url = 'http://www.cpc.ncep.noaa.gov/products/precip/CWlink/'\n", "\n", "ao_file = url + 'daily_ao_index/monthly.ao.index.b50.current.ascii'\n", "nao_file = url + 'pna/norm.nao.monthly.b5001.current.ascii'\n", "\n", "kw = dict(sep='\\s*', parse_dates={'dates': [0, 1]},\n", " header=None, index_col=0, squeeze=True, engine='python')\n", "\n", "# read into Pandas Series\n", "s1 = pd.read_csv(ao_file, **kw)\n", "s2 = pd.read_csv(nao_file, **kw)\n", "\n", "s1.name='AO'\n", "s2.name='NAO'\n", "\n", "# concatenate two Pandas Series into a Pandas DataFrame\n", "df=pd.concat([s1, s2], axis=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "df.plot(figsize=(16,4));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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039vzPY7NHOMfXvqHksd5/Wsxv7flWEUn0bZjo1pqxRCWE7Mn6nrqnDbT52Re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QoitJUqvEXa9VNZi7SuHvFwznanN1MoZTczHT1YkB53CEYLjWavX7k6ehtkcZzvaOz1DtVJGd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\nSil5DqdS6hrgS0CH1npnju/LHE4H5PchhBBCCCGEv91+O1x6KezdC42NtR6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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# create xray Dataset from Pandas DataFrame\n", "xr = xray.Dataset.from_dataframe(df)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# add variable attribute metadata\n", "xr['AO'].attrs={'units':'1', 'long_name':'Arctic Oscillation'}\n", "xr['NAO'].attrs={'units':'1', 'long_name':'North Atlantic Oscillation'}" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# add global attribute metadata\n", "xr.attrs={'Conventions':'CF-1.0', 'title':'AO and NAO', 'summary':'Arctic and North Atlantic Oscillation Indices'}" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "print xr" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Dimensions: (dates: 782)\n", "Coordinates:\n", " * dates (dates) datetime64[ns] 1950-01-06 1950-02-06 1950-03-06 1950-04-06 ...\n", "Data variables:\n", " AO (dates) float64 -0.06031 0.6268 -0.008128 0.5551 0.07158 0.5386 -0.8025 ...\n", " NAO (dates) float64 0.92 0.4 -0.36 0.73 -0.59 -0.06 -1.26 -0.05 0.25 0.85 -1.26 ...\n", "Attributes:\n", " title: AO and NAO\n", " summary: Arctic and North Atlantic Oscillation Indices\n", " Conventions: CF-1.0\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# save to netCDF\n", "xr.to_netcdf('/usgs/data2/notebook/data/ao_and_nao.nc')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 } ], "metadata": {} } ] }